​
Prerequisites

Install the Quotient SDK, Agno, and the OpenInference instrumentor: 
pip install "quotientai>=0.4.6" "agno>=1.5.2" "openinference-instrumentation-agno==0.1.10"
Set the required API keys: 
export OPENAI_API_KEY=your-openai-api-key
export QUOTIENT_API_KEY=your-quotient-api-key

​
Sample Integration

quotient_trace_agno.py
from openinference.instrumentation.agno import AgnoInstrumentor

from quotientai import QuotientAI

quotient = QuotientAI()
quotient.tracer.init(
    app_name="agno-search-app",
    environment="dev",
    instruments=[AgnoInstrumentor()],
)

from agno.agent import Agent
from agno.models.openai import OpenAIChat
from agno.tools.duckduckgo import DuckDuckGoTools

@quotient.trace('agno-agent-ddgs-search')
def run_agno() -> None:
    agent = Agent(
        model=OpenAIChat(id="gpt-4o-mini"),
        tools=[DuckDuckGoTools()],
        markdown=True,
    )

    agent.print_response("What is currently trending in AI?")

if __name__ == "__main__":
    run_agno()

​
Notes

  • The instrumentor automatically captures spans for Agno planning steps, tool calls, and model invocations.
  • Decorate whichever function represents the main request lifecycle in your app.
Next: OpenAI Agents SDK